diff --git a/content/commands/vismember.md b/content/commands/vismember.md
new file mode 100644
index 0000000000..4093d1e32f
--- /dev/null
+++ b/content/commands/vismember.md
@@ -0,0 +1,66 @@
+---
+arguments:
+- name: key
+ type: key
+- name: element
+ type: string
+arity: 3
+categories:
+- docs
+- develop
+- stack
+- oss
+- rs
+- rc
+- oss
+- kubernetes
+- clients
+command_flags:
+- READONLY
+complexity: O(1)
+description: Check if an element exists in a vector set.
+function: vismemberCommand
+group: vector_set
+hidden: false
+linkTitle: VISMEMBER
+since: 8.0.0
+summary: Check if an element exists in a vector set.
+syntax_fmt: VISMEMBER key element
+syntax_str: element
+title: VISMEMBER
+bannerText: Vector set is a new data type that is currently in preview and may be subject to change.
+---
+
+Check if an element exists in a vector set.
+
+## Required arguments
+
+
+key
+
+is the name of the key that holds the vector set.
+
+
+
+element
+
+is the name of the element you want to check for membership.
+
+
+## Related topics
+
+- [Vector sets]({{< relref "/develop/data-types/vector-sets" >}})
+
+## Return information
+
+{{< multitabs id="vismember-return-info"
+ tab1="RESP2"
+ tab2="RESP3" >}}
+
+[Integer reply](../../develop/reference/protocol-spec#integers): `0` if the element does not exist in the vector set, or the key does not exist. `1` if the element exists in the vector set.
+
+-tab-sep-
+
+[Boolean reply](../../develop/reference/protocol-spec#booleans): `false` if the element does not exist in the vector set, or the key does not exist. `true` if the element exists in the vector set.
+
+{{< /multitabs >}}
diff --git a/content/commands/vrem.md b/content/commands/vrem.md
index 444692b059..227c1e65e2 100644
--- a/content/commands/vrem.md
+++ b/content/commands/vrem.md
@@ -10,12 +10,12 @@ categories:
- kubernetes
- clients
complexity: O(log(N)) for each element removed, where N is the number of elements in the vector set.
-description: Remove one or more elements from a vector set.
+description: Remove an element from a vector set.
group: vector_set
hidden: false
linkTitle: VREM
since: 8.0.0
-summary: Remove one or more elements from a vector set.
+summary: Remove an element from a vector set.
syntax_fmt: "VREM key element"
title: VREM
bannerText: Vector set is a new data type that is currently in preview and may be subject to change.
@@ -26,14 +26,10 @@ Remove an element from a vector set.
```shell
VADD vset VALUES 3 1 0 1 bar
(integer) 1
-```
-```shell
VREM vset bar
(integer) 1
-```
-```shell
VREM vset bar
(integer) 0
```
diff --git a/content/commands/vsim.md b/content/commands/vsim.md
index 9853b5c93c..78a568a3c8 100644
--- a/content/commands/vsim.md
+++ b/content/commands/vsim.md
@@ -19,7 +19,7 @@ history:
linkTitle: VSIM
since: 8.0.0
summary: Return elements by vector similarity.
-syntax_fmt: "VSIM key (ELE | FP32 | VALUES num) (vector | element) [WITHSCORES] [WITHATTRIBS] [COUNT num]\n [EF search-exploration-factor] [FILTER expression] [FILTER-EF max-filtering-effort] [TRUTH] [NOTHREAD]"
+syntax_fmt: "VSIM key (ELE | FP32 | VALUES num) (vector | element) [WITHSCORES] [WITHATTRIBS] [COUNT num]\n [EPSILON delta] [EF search-exploration-factor] [FILTER expression] [FILTER-EF max-filtering-effort]\n [TRUTH] [NOTHREAD]"
title: VSIM
bannerText: Vector set is a new data type that is currently in preview and may be subject to change.
---
@@ -99,6 +99,12 @@ returns, for each element, the JSON attribute associated with the element or NUL
limits the number of returned results to `num`.
+
+EPSILON delta
+
+is a floating point number between 0 and 1. It is used to retrieve elements that have a distance that is no further than the specified `delta`. In vector sets, returned elements have a similarity score (when compared to the query vector) that is between 1 and 0, where 1 means identical and 0 means opposite vectors. For example, if the `EPSILON` option is specified with an argument of `0.2`, it means only elements that have a similarity of 0.8 or better (a distance < 0.2) are returned. This is useful when you specify a large `COUNT`, but you don't want elements that are too far away from the query vector.
+
+
EF search-exploration-factor
diff --git a/content/develop/data-types/vector-sets/_index.md b/content/develop/data-types/vector-sets/_index.md
index f654418ff6..f730a52f60 100644
--- a/content/develop/data-types/vector-sets/_index.md
+++ b/content/develop/data-types/vector-sets/_index.md
@@ -33,6 +33,7 @@ The following commands are available for vector sets:
- [VEMB]({{< relref "/commands/vemb" >}}) - retrieve the approximate vector associated with a vector set element.
- [VGETATTR]({{< relref "/commands/vgetattr" >}}) - retrieve the attributes of a vector set element.
- [VINFO]({{< relref "/commands/vinfo" >}}) - retrieve metadata and internal details about a vector set, including size, dimensions, quantization type, and graph structure.
+- [VISMEMBER]({{< relref "/commands/vismember" >}}) - check if an element exists in a vector set.
- [VLINKS]({{< relref "/commands/vlinks" >}}) - retrieve the neighbors of a specified element in a vector set; the connections for each layer of the HNSW graph.
- [VRANDMEMBER]({{< relref "/commands/vrandmember" >}}) - retrieve random elements of a vector set.
- [VREM]({{< relref "/commands/vrem" >}}) - remove an element from a vector set.